# Image Classification on CIFAR10 alpha=100 Source: [Image Classification on CIFAR10 alpha=100]() Collection index: [llms.txt]() Data updated: 2026-02-26T05:28:24.812Z Evaluation of Image Classification performance on the CIFAR-10 dataset configured with the specific parameter alpha=100. A research result applies to its stated dataset, split, metric and evaluation configuration. Compare like-for-like settings, preserve the metric's unit and direction, and distinguish paper-reported results from independent reproduction. The best result recorded here is not a claim of exhaustive, current global coverage. | Scope | Recorded value | | --- | --- | | Task | Image Classification | | Dataset (including any stated split) | CIFAR10 alpha=100 | | Metric | Accuracy | | Unit | PERCENT | | Direction | Higher is better | | Results loaded | 21 of 21 | | Coverage | All results currently returned for this benchmark | Evaluation settings may differ between results. The original papers and recorded configurations are needed to establish comparability. A shared metric name alone does not establish an identical protocol. ## Metrics - [Accuracy](): Higher is better; unit: PERCENT. ## Recorded results | Method | Accuracy | Result date | Report paper | | --- | --- | --- | --- | | FedASAM + SWA | 84.88 | Not recorded | 68fa6d1a1e209131cea37c1a | | FedSAM | 84.82 | Not recorded | 68fa6d1a1e209131cea37c1a | | FedASAM + SWA | 84.8 | Not recorded | 68fa6d1a1e209131cea37c1a | | FedASAM + SWA | 84.79 | Not recorded | 68fa6d1a1e209131cea37c1a | | FedASAM | 84.77 | Not recorded | 68fa6d1a1e209131cea37c1a | | FedASAM | 84.75 | Not recorded | 68fa6d1a1e209131cea37c1a | | FedASAM | 84.72 | Not recorded | 68fa6d1a1e209131cea37c1a | | FedSAM | 84.67 | Not recorded | 68fa6d1a1e209131cea37c1a | | FedSAM + SWA | 84.63 | Not recorded | 68fa6d1a1e209131cea37c1a | | FedAvg | 84.59 | Not recorded | 68fa6d1a1e209131cea37c1a | | FedSAM | 84.58 | Not recorded | 68fa6d1a1e209131cea37c1a | | FedAvg | 84.5 | Not recorded | 68fa6d1a1e209131cea37c1a | | FedAvg + SWA | 84.47 | Not recorded | 68fa6d1a1e209131cea37c1a | | FedAvg | 84.46 | Not recorded | 68fa6d1a1e209131cea37c1a | | FedSAM + SWA | 84.37 | Not recorded | 68fa6d1a1e209131cea37c1a | | FedAvg + SWA | 84.35 | Not recorded | 68fa6d1a1e209131cea37c1a | | FedAvg + SWA | 84.32 | Not recorded | 68fa6d1a1e209131cea37c1a | | FedSAM + SWA | 84.23 | Not recorded | 68fa6d1a1e209131cea37c1a | | FedAvg | 84.21 | Not recorded | 68fa6d1a1e209131cea37c1a | | FedAvg | 84.1 | Not recorded | 68fa6d1a1e209131cea37c1a | | FedAvg | 83.93 | Not recorded | 68fa6d1a1e209131cea37c1a | ### FedASAM + SWA Accuracy: 84.88. Result ID: 698f7eab3a6c314849f94995. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Clients participation (K)":5}. This record does not assert independent reproduction. ### FedSAM Accuracy: 84.82. Result ID: 698f7eab3a6c314849f9498b. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Clients participation (K)":20}. This record does not assert independent reproduction. ### FedASAM + SWA Accuracy: 84.8. Result ID: 698f7eab3a6c314849f94996. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Clients participation (K)":10}. This record does not assert independent reproduction. ### FedASAM + SWA Accuracy: 84.79. Result ID: 698f7eab3a6c314849f94997. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Clients participation (K)":20}. This record does not assert independent reproduction. ### FedASAM Accuracy: 84.77. Result ID: 698f7eab3a6c314849f9498c. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Clients participation (K)":5}. This record does not assert independent reproduction. ### FedASAM Accuracy: 84.75. Result ID: 698f7eab3a6c314849f9498e. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Clients participation (K)":20}. This record does not assert independent reproduction. ### FedASAM Accuracy: 84.72. Result ID: 698f7eab3a6c314849f9498d. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Clients participation (K)":10}. This record does not assert independent reproduction. ### FedSAM Accuracy: 84.67. Result ID: 698f7eab3a6c314849f9498a. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Clients participation (K)":10}. This record does not assert independent reproduction. ### FedSAM + SWA Accuracy: 84.63. Result ID: 698f7eab3a6c314849f94994. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Clients participation (K)":20}. This record does not assert independent reproduction. ### FedAvg Accuracy: 84.59. Result ID: 698f7eab3a6c314849f94985. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Clients participation (K)":20,"Local Epochs (E)":1}. This record does not assert independent reproduction. ### FedSAM Accuracy: 84.58. Result ID: 698f7eab3a6c314849f94989. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Clients participation (K)":5}. This record does not assert independent reproduction. ### FedAvg Accuracy: 84.5. Result ID: 698f7eab3a6c314849f94984. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Clients participation (K)":10,"Local Epochs (E)":1}. This record does not assert independent reproduction. ### FedAvg + SWA Accuracy: 84.47. Result ID: 698f7eab3a6c314849f94991. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Clients participation (K)":20}. This record does not assert independent reproduction. ### FedAvg Accuracy: 84.46. Result ID: 698f7eab3a6c314849f94983. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Clients participation (K)":5,"Local Epochs (E)":1}. This record does not assert independent reproduction. ### FedSAM + SWA Accuracy: 84.37. Result ID: 698f7eab3a6c314849f94993. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Clients participation (K)":10}. This record does not assert independent reproduction. ### FedAvg + SWA Accuracy: 84.35. Result ID: 698f7eab3a6c314849f9498f. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Clients participation (K)":5}. This record does not assert independent reproduction. ### FedAvg + SWA Accuracy: 84.32. Result ID: 698f7eab3a6c314849f94990. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Clients participation (K)":10}. This record does not assert independent reproduction. ### FedSAM + SWA Accuracy: 84.23. Result ID: 698f7eab3a6c314849f94992. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Clients participation (K)":5}. This record does not assert independent reproduction. ### FedAvg Accuracy: 84.21. Result ID: 698f7eab3a6c314849f94988. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Clients participation (K)":20,"Local Epochs (E)":2}. This record does not assert independent reproduction. ### FedAvg Accuracy: 84.1. Result ID: 698f7eab3a6c314849f94987. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Clients participation (K)":10,"Local Epochs (E)":2}. This record does not assert independent reproduction. ### FedAvg Accuracy: 83.93. Result ID: 698f7eab3a6c314849f94986. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Clients participation (K)":5,"Local Epochs (E)":2}. This record does not assert independent reproduction. Page 1 of 1. This is an index page, not the full collection.